| SUMMARY | |
|---|---|
| 0 | Click to view table only summary(For saving) |
| Title | Input | |
|---|---|---|
| 0 | Type | City |
| 1 | Search | seattle |
| 2 | Place of Interests | amazon go,starbucks,mcdonalds,restaurant |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.946 |
| 1 | Dependent Variable: | rent | AIC: | -47.7279 |
| 2 | Date: | 2020-01-21 00:27 | BIC: | -28.6733 |
| 3 | No. Observations: | 32 | Log-Likelihood: | 36.864 |
| 4 | Df Model: | 12 | F-statistic: | 46.10 |
| 5 | Df Residuals: | 19 | Prob (F-statistic): | 1.89e-11 |
| 6 | R-squared: | 0.967 | Scale: | 0.0098471 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 1.035491 | 0.200686 | 5.159757 | 0.000056 | 0.615450 | 1.455531 |
| population | -0.000010 | 0.000002 | -4.161042 | 0.000530 | -0.000015 | -0.000005 |
| density | 0.000050 | 0.000010 | 5.181006 | 0.000053 | 0.000030 | 0.000070 |
| violent crime | -0.011657 | 0.003484 | -3.345695 | 0.003397 | -0.018950 | -0.004365 |
| property crime | 0.009367 | 0.001786 | 5.243821 | 0.000046 | 0.005628 | 0.013106 |
| AMAZON GO_count | 0.074572 | 0.116379 | 0.640768 | 0.529327 | -0.169012 | 0.318155 |
| MCDONALDS_count | -0.055707 | 0.040765 | -1.366532 | 0.187727 | -0.141030 | 0.029616 |
| RESTAURANT_count | 0.019196 | 0.009316 | 2.060407 | 0.053321 | -0.000304 | 0.038695 |
| STARBUCKS_count | -0.005959 | 0.010230 | -0.582469 | 0.567099 | -0.027370 | 0.015453 |
| AMAZON GO_mean | 0.000454 | 0.000480 | 0.946390 | 0.355832 | -0.000550 | 0.001459 |
| MCDONALDS_mean | 0.000062 | 0.000049 | 1.256516 | 0.224158 | -0.000041 | 0.000164 |
| RESTAURANT_mean | 0.000208 | 0.000118 | 1.767698 | 0.093168 | -0.000038 | 0.000455 |
| STARBUCKS_mean | 0.000099 | 0.000174 | 0.570094 | 0.575294 | -0.000266 | 0.000464 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.910 |
| 1 | Dependent Variable: | sales | AIC: | 348.0110 |
| 2 | Date: | 2020-01-21 00:27 | BIC: | 367.0656 |
| 3 | No. Observations: | 32 | Log-Likelihood: | -161.01 |
| 4 | Df Model: | 12 | F-statistic: | 26.98 |
| 5 | Df Residuals: | 19 | Prob (F-statistic): | 2.22e-09 |
| 6 | R-squared: | 0.945 | Scale: | 2312.9 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 251.104645 | 97.261817 | 2.581739 | 0.018283 | 47.533322 | 454.675968 |
| population | -0.002648 | 0.001193 | -2.218899 | 0.038869 | -0.005145 | -0.000150 |
| density | 0.019304 | 0.004681 | 4.124089 | 0.000577 | 0.009507 | 0.029100 |
| violent crime | -8.556957 | 1.688629 | -5.067400 | 0.000068 | -12.091298 | -5.022617 |
| property crime | 4.117532 | 0.865712 | 4.756235 | 0.000137 | 2.305575 | 5.929489 |
| AMAZON GO_count | 98.611193 | 56.402532 | 1.748347 | 0.096544 | -19.440663 | 216.663048 |
| MCDONALDS_count | -9.548326 | 19.756750 | -0.483294 | 0.634409 | -50.899678 | 31.803026 |
| RESTAURANT_count | 7.383097 | 4.515159 | 1.635180 | 0.118470 | -2.067239 | 16.833433 |
| STARBUCKS_count | -1.347521 | 4.957923 | -0.271792 | 0.788714 | -11.724572 | 9.029530 |
| AMAZON GO_mean | -0.245556 | 0.232577 | -1.055804 | 0.304298 | -0.732346 | 0.241234 |
| MCDONALDS_mean | -0.000338 | 0.023759 | -0.014236 | 0.988790 | -0.050066 | 0.049390 |
| RESTAURANT_mean | 0.032815 | 0.057064 | 0.575052 | 0.572004 | -0.086622 | 0.152252 |
| STARBUCKS_mean | 0.065934 | 0.084523 | 0.780078 | 0.444955 | -0.110974 | 0.242842 |
| 0 | 1 | 2 | 3 | |
|---|---|---|---|---|
| 0 | Model: | OLS | Adj. R-squared: | 0.634 |
| 1 | Dependent Variable: | roi | AIC: | 64.3071 |
| 2 | Date: | 2020-01-21 00:27 | BIC: | 83.3617 |
| 3 | No. Observations: | 32 | Log-Likelihood: | -19.154 |
| 4 | Df Model: | 12 | F-statistic: | 5.483 |
| 5 | Df Residuals: | 19 | Prob (F-statistic): | 0.000538 |
| 6 | R-squared: | 0.776 | Scale: | 0.32645 |
| Coef. | Std.Err. | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| intercept | 5.178570 | 1.155500 | 4.481670 | 0.000256 | 2.760081 | 7.597059 |
| population | -0.000004 | 0.000014 | -0.270041 | 0.790040 | -0.000033 | 0.000026 |
| density | -0.000077 | 0.000056 | -1.382809 | 0.182761 | -0.000193 | 0.000039 |
| violent crime | 0.099713 | 0.020061 | 4.970408 | 0.000085 | 0.057724 | 0.141702 |
| property crime | -0.033290 | 0.010285 | -3.236772 | 0.004341 | -0.054817 | -0.011763 |
| AMAZON GO_count | -1.315042 | 0.670079 | -1.962517 | 0.064515 | -2.717533 | 0.087450 |
| MCDONALDS_count | -0.207596 | 0.234716 | -0.884455 | 0.387506 | -0.698863 | 0.283671 |
| RESTAURANT_count | -0.055991 | 0.053641 | -1.043800 | 0.309677 | -0.168264 | 0.056282 |
| STARBUCKS_count | 0.008128 | 0.058902 | 0.137992 | 0.891698 | -0.115155 | 0.131410 |
| AMAZON GO_mean | 0.005629 | 0.002763 | 2.037083 | 0.055817 | -0.000155 | 0.011412 |
| MCDONALDS_mean | 0.000267 | 0.000282 | 0.946098 | 0.355977 | -0.000324 | 0.000858 |
| RESTAURANT_mean | 0.000869 | 0.000678 | 1.282207 | 0.215195 | -0.000550 | 0.002288 |
| STARBUCKS_mean | -0.000880 | 0.001004 | -0.876572 | 0.391668 | -0.002982 | 0.001222 |
| SUMMARY | |
|---|---|
| 0 | Click to view table only summary(For saving) |